REASONING / FOR LEGAL PROFESSIONALS

AI needs your
legal judgment.

Bring your legal experience to AI training and evaluation. Explore the work and how to get involved.

Explore AI training work Attend a briefing

Paid project work. Qualifications, availability, and terms vary.

01 / THE WORK, UP CLOSEFICTIONAL EXAMPLE

An answer can sound right.
And miss what matters.

A small change can alter a conclusion. The expert’s contribution is to notice it—and explain why.

ANATOMY OF A JUDGMENTFictional source text · No client material

01 / SOURCE PASSAGES

Read the change
in context.

Agreement · §4
“Send renewal notice 30 days before the renewal date.”

Amendment · §2
“For §4, replace ‘30 days’ with ‘45 days’. All other terms remain unchanged.”

03 / EXPERT CORRECTION

3045 days

In this fictional text, §4 requires 45 days’ notice, as modified by Amendment §2.

04 / REVIEW BEFORE RELYING

Confirm the amendment applies to this agreement. Check the renewal date and any later changes.

A supported reading still has boundaries.

What you contribute

Your finding: The answer overlooks the amendment and uses the original notice period.
The supporting passage: Amendment §2 replaces “30 days” with “45 days” in Agreement §4.
What needs review: Whether this amendment applies, the renewal date, and any later changes.

Fictional example of expert review. Not a live assessment or client project.

02 / EXPERIENCE THAT MATTERSLAW FIRST

You know when
the answer needs work.

Legal work develops a particular kind of attention: to context, evidence, and what a conclusion leaves unresolved. AI needs that judgment too.

Find the issue

Read an AI answer against its sources. Identify a missed fact, unsupported claim, or change that matters.

Explain the correction

Show what a stronger answer would say and the evidence that supports it.

Make uncertainty useful

Separate what the record establishes from what needs more information or review.

Projects may involve reviewing responses, creating realistic tasks, or developing evaluation criteria. Scope and availability vary.

Explore the method

YOUR NEXT STEP

Start with curiosity.
Explore your fit.

For attorneys, senior paralegals, and legal-operations professionals interested in AI-training work.

Join a briefing.

Learn what the work involves, how assessments work, and how to get started.

Find a session

Share your background.

Tell us about your experience for review. An assessment invitation or project match is a separate step.

Express interest

Scope, compensation, expected hours, and requirements vary by opportunity and are presented before acceptance. Registering does not guarantee work.

FIELD NOTE / 001

The law is not
a lookup problem.

Read our perspective